{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5a172e1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d5d2bc77",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "if torch.cuda.is_available():\n",
    "    device = torch.device('cuda')\n",
    "else:\n",
    "    device = torch.device('cpu')\n",
    "    \n",
    "print('Using PyTorch version:', torch.__version__, ' Device:', device)\n",
    "\n",
    "\n",
    "#1.load data\n",
    "#TODO 进行数据增强跑起来试试看！！！\n",
    "transform = transforms.Compose(\n",
    "    [transforms.ToTensor(),\n",
    "     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "\n",
    "batch_size = 128\n",
    "\n",
    "#这是已经划分好训练和测试数据集了的\n",
    "trainset = torchvision.datasets.CIFAR100(root='/content/drive/MyDrive/DeepLearnning/FinalPro/cifar-100-python', train=True,\n",
    "                                        download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=batch_size,\n",
    "                                          shuffle=True, num_workers=2)\n",
    "\n",
    "testset = torchvision.datasets.CIFAR100(root='/content/drive/MyDrive/DeepLearnning/FinalPro/cifar-100-python', train=False,\n",
    "                                       download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=batch_size,\n",
    "                                         shuffle=False, num_workers=2)\n",
    "\n",
    "classes = {19: 'cattle', 29: 'dinosaur', 0: 'apple', 11: 'boy', 1: 'aquarium_fish', 86: 'telephone',\n",
    "           90: 'train', 28: 'cup', 23: 'cloud', 31: 'elephant', 39: 'keyboard', 96: 'willow_tree', \n",
    "           82: 'sunflower', 17: 'castle', 71: 'sea', 8: 'bicycle', 97: 'wolf', 80: 'squirrel', \n",
    "           74: 'shrew', 59: 'pine_tree', 70: 'rose', 87: 'television', 84: 'table', 64: 'possum', \n",
    "           52: 'oak_tree', 42: 'leopard', 47: 'maple_tree', 65: 'rabbit', 21: 'chimpanzee', \n",
    "           22: 'clock', 81: 'streetcar', 24: 'cockroach', 78: 'snake', 45: 'lobster', 49: 'mountain', \n",
    "           56: 'palm_tree', 76: 'skyscraper', 89: 'tractor', 73: 'shark', 14: 'butterfly', 9: 'bottle', \n",
    "           6: 'bee', 20: 'chair', 98: 'woman', 36: 'hamster', 55: 'otter', 72: 'seal', 43: 'lion', 51: 'mushroom', \n",
    "           35: 'girl', 83: 'sweet_pepper', 33: 'forest', 27: 'crocodile', 53: 'orange', 92: 'tulip', 50: 'mouse', \n",
    "           15: 'camel', 18: 'caterpillar', 46: 'man', 75: 'skunk', 38: 'kangaroo', 66: 'raccoon', 77: 'snail', \n",
    "           69: 'rocket', 95: 'whale', 99: 'worm', 93: 'turtle', 4: 'beaver', 61: 'plate', 94: 'wardrobe', 68: 'road', \n",
    "           34: 'fox', 32: 'flatfish', 88: 'tiger', 67: 'ray', 30: 'dolphin', 62: 'poppy', 63: 'porcupine', 40: 'lamp', \n",
    "           26: 'crab', 48: 'motorcycle', 79: 'spider', 85: 'tank', 54: 'orchid', 44: 'lizard', 7: 'beetle', 12: 'bridge', \n",
    "           2: 'baby', 41: 'lawn_mower', 37: 'house', 13: 'bus', 25: 'couch', 10: 'bowl', 57: 'pear', 5: 'bed', \n",
    "           60: 'plain', 91: 'trout', 3: 'bear', 58: 'pickup_truck', 16: 'can'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cda6c2f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([55, 14, 12, 50, 67, 21, 43, 89, 14, 53, 85, 15, 58, 22, 13, 43, 67, 68,\n",
      "        77, 73, 53, 50, 44, 70, 73, 59, 86, 57, 41, 63, 58, 49, 48, 31, 97, 83,\n",
      "        88, 67, 28, 36, 43, 41, 51, 49, 82, 66,  3, 50, 30, 23, 78, 45, 99, 71,\n",
      "        31, 31, 96, 17,  5, 66, 98, 98, 17, 42, 12, 48, 18,  0, 72, 95, 38,  5,\n",
      "        38, 44, 40, 34, 12, 19, 28, 20, 87, 32,  8, 27, 92, 18, 86, 37, 17,  1,\n",
      "        53, 27, 12, 75, 63, 48, 55, 63, 28, 54])\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# functions to show an image\n",
    "\n",
    "\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# get some random training images\n",
    "dataiter = iter(train_loader)\n",
    "#images, labels = dataiter.next()\n",
    "images, labels = next(dataiter)\n",
    "\n",
    "# show images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "# print labels\n",
    "#print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a687d74c",
   "metadata": {},
   "source": [
    "## 2. Define a ResNet\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "242a1ec2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6435cb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "Net_res(\n",
      "  (conv1): Sequential(\n",
      "    (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    (2): ReLU()\n",
      "  )\n",
      "  (layer1): Sequential(\n",
      "    (0): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "    (1): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (layer2): Sequential(\n",
      "    (0): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential(\n",
      "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (layer3): Sequential(\n",
      "    (0): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential(\n",
      "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (layer4): Sequential(\n",
      "    (0): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential(\n",
      "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): block_res(\n",
      "      (residual): Sequential(\n",
      "        (0): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (2): ReLU(inplace=True)\n",
      "        (3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "        (4): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (fc): Linear(in_features=512, out_features=100, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "#残差块\n",
    "#TODO 看具体残差块含义\n",
    "class BasicBlock(nn.Module):\n",
    "    expansion = 1\n",
    "\n",
    "    def __init__(self, in_channel, out_channel, stride=1):\n",
    "        super(BasicBlock, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(in_channel, out_channel, kernel_size=3,\n",
    "                               stride=stride, padding=1, bias=False)\n",
    "        self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "        self.conv2 = nn.Conv2d(out_channel, out_channel, kernel_size=3,\n",
    "                               stride=1, padding=1, bias=False)\n",
    "        self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "        self.shortcut = nn.Sequential()\n",
    "\n",
    "        if stride != 1 or in_channel != self.expansion * out_channel:\n",
    "            self.shortcut = nn.Sequential(\n",
    "                nn.Conv2d(in_channel, self.expansion * out_channel,\n",
    "                          kernel_size=1, stride=stride, bias=False),\n",
    "                nn.BatchNorm2d(self.expansion * out_channel)\n",
    "            )\n",
    "\n",
    "    def forward(self, x):\n",
    "        out = F.relu(self.bn1(self.conv1(x)))\n",
    "        out = self.bn2(self.conv2(out))\n",
    "        out += self.shortcut(x)\n",
    "        out = F.relu(out)\n",
    "        return out\n",
    "\n",
    "class Net_res(nn.Module): # resnet\n",
    "    def __init__(self, block_res, num_classes=100):\n",
    "        super(Net_res, self).__init__()\n",
    "        self.inchannel = 64\n",
    "        self.conv1 = nn.Sequential(\n",
    "            nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, bias=False),\n",
    "            nn.BatchNorm2d(64),\n",
    "            nn.ReLU()\n",
    "        )\n",
    "        self.layer1 = self.make_layer(block_res, 64, 2, stride=1)\n",
    "        self.layer2 = self.make_layer(block_res, 128, 2, stride=2)\n",
    "        self.layer3 = self.make_layer(block_res, 256, 2, stride=2)        \n",
    "        self.layer4 = self.make_layer(block_res, 512, 2, stride=2)        \n",
    "        self.fc = nn.Linear(512, num_classes)\n",
    "        \n",
    "    #这个函数主要是用来，重复同一个残差块    \n",
    "    def make_layer(self, block, channels, num_blocks, stride):\n",
    "        strides = [stride] + [1] * (num_blocks - 1)\n",
    "        layers = []\n",
    "        for stride in strides:\n",
    "            layers.append(block(self.inchannel, channels, stride))\n",
    "            self.inchannel = channels\n",
    "        return nn.Sequential(*layers)\n",
    "\n",
    "    def forward(self, x):\n",
    "        #在这里，整个ResNet18的结构就很清晰了\n",
    "        out = self.conv1(x)\n",
    "        out = self.layer1(out)\n",
    "        out = self.layer2(out)\n",
    "        out = self.layer3(out)\n",
    "        out = self.layer4(out)\n",
    "        out = F.avg_pool2d(out, 4)\n",
    "        out = out.view(out.size(0), -1)\n",
    "        out = self.fc(out)\n",
    "        return out\n",
    "    \n",
    "net = Net_res(block_res)\n",
    "if torch.cuda.is_available():\n",
    "    net.cuda()\n",
    "    print(1)\n",
    "else:\n",
    "    print(2)\n",
    "print(net)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d063ad9",
   "metadata": {},
   "source": [
    "## 3. Define a Loss function and optimizer\n",
    "Let’s use a Classification Cross-Entropy loss and SGD with momentum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a9329e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.optim as optim\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "524e94a9",
   "metadata": {},
   "source": [
    "## 4. Train the network\n",
    "This is when things start to get interesting. We simply have to loop over our data iterator, and feed the inputs to the network and optimize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fbc0c5df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1,   100] loss: 3.199\n",
      "[1,   200] loss: 3.146\n",
      "[1,   300] loss: 3.089\n",
      "[1,   400] loss: 3.037\n",
      "[1,   500] loss: 3.029\n",
      "[2,   100] loss: 2.916\n",
      "[2,   200] loss: 2.866\n",
      "[2,   300] loss: 2.843\n",
      "[2,   400] loss: 2.816\n",
      "[2,   500] loss: 2.761\n",
      "Finished Training\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(2):  # loop over the dataset multiple times\n",
    "\n",
    "    running_loss = 0.0\n",
    "    for i, data in enumerate(train_loader, 0):\n",
    "        # get the inputs; data is a list of [inputs, labels]\n",
    "        inputs, labels = data\n",
    "        inputs = inputs.cuda()\n",
    "        labels = labels.cuda()\n",
    "\n",
    "        # zero the parameter gradients\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        # forward + backward + optimize\n",
    "        outputs = net(inputs)\n",
    "        #print(outputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        # print statistics\n",
    "        running_loss += loss.item()\n",
    "        if i % 100 == 99:    # print every 100 mini-batches\n",
    "            print(f'[{epoch + 1}, {i + 1:5d}] loss: {running_loss / 100:.3f}')\n",
    "            running_loss = 0.0\n",
    "\n",
    "print('Finished Training')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecf62cce",
   "metadata": {},
   "source": [
    "Let’s quickly save our trained model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9d94a16d",
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = './cifar_net.pth'\n",
    "torch.save(net.state_dict(), PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0b89af0",
   "metadata": {},
   "source": [
    "## 5. Test the network on the test data\n",
    "We have trained the network for 2 passes over the training dataset. But we need to check if the network has learnt anything at all.\n",
    "\n",
    "We will check this by predicting the class label that the neural network outputs, and checking it against the ground-truth. If the prediction is correct, we add the sample to the list of correct predictions.\n",
    "\n",
    "Okay, first step. Let us display an image from the test set to get familiar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c60ea6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "NameError",
     "evalue": "name 'classes' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn [11], line 6\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m# print images\u001b[39;00m\n\u001b[0;32m      5\u001b[0m imshow(torchvision\u001b[38;5;241m.\u001b[39mutils\u001b[38;5;241m.\u001b[39mmake_grid(images))\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGroundTruth: \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mclasses\u001b[49m\u001b[43m[\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m[\u001b[49m\u001b[43mj\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;132;43;01m:\u001b[39;49;00m\u001b[38;5;124;43m5s\u001b[39;49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mj\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mrange\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n",
      "Cell \u001b[1;32mIn [11], line 6\u001b[0m, in \u001b[0;36m<genexpr>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m# print images\u001b[39;00m\n\u001b[0;32m      5\u001b[0m imshow(torchvision\u001b[38;5;241m.\u001b[39mutils\u001b[38;5;241m.\u001b[39mmake_grid(images))\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGroundTruth: \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mclasses[labels[j]]\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m5s\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m4\u001b[39m)))\n",
      "\u001b[1;31mNameError\u001b[0m: name 'classes' is not defined"
     ]
    }
   ],
   "source": [
    "dataiter = iter(test_loader)\n",
    "images, labels = next(dataiter)\n",
    "\n",
    "# print images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print('GroundTruth: ', ' '.join(f'{classes[labels[j]]:5s}' for j in range(4)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "169fd5bf",
   "metadata": {},
   "source": [
    "Next, let’s load back in our saved model (note: saving and re-loading the model wasn’t necessary here, we only did it to illustrate how to do so):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "060fcabe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net = Net()\n",
    "net.load_state_dict(torch.load(PATH))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90659075",
   "metadata": {},
   "source": [
    "Okay, now let us see what the neural network thinks these examples above are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "df77dd20",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs = net(images)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59deedfc",
   "metadata": {},
   "source": [
    "The outputs are energies for the 10 classes. The higher the energy for a class, the more the network thinks that the image is of the particular class. So, let’s get the index of the highest energy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "f8c2a278",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted:  cat   car   ship  ship \n"
     ]
    }
   ],
   "source": [
    "_, predicted = torch.max(outputs, 1)\n",
    "\n",
    "print('Predicted: ', ' '.join(f'{classes[predicted[j]]:5s}'\n",
    "                              for j in range(4)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ffc709f",
   "metadata": {},
   "source": [
    "The results seem pretty good.\n",
    "\n",
    "Let us look at how the network performs on the whole dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "04d65f2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the network on the 10000 test images: 59 %\n"
     ]
    }
   ],
   "source": [
    "correct = 0\n",
    "total = 0\n",
    "# since we're not training, we don't need to calculate the gradients for our outputs\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        images, labels = data\n",
    "        # calculate outputs by running images through the network\n",
    "        outputs = net(images)\n",
    "        # the class with the highest energy is what we choose as prediction\n",
    "        _, predicted = torch.max(outputs.data, 1)\n",
    "        total += labels.size(0)\n",
    "        correct += (predicted == labels).sum().item()\n",
    "\n",
    "print(f'Accuracy of the network on the 10000 test images: {100 * correct // total} %')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b3b0257",
   "metadata": {},
   "source": [
    "That looks way better than chance, which is 10% accuracy (randomly picking a class out of 10 classes). Seems like the network learnt something.\n",
    "\n",
    "Hmmm, what are the classes that performed well, and the classes that did not perform well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "4acc743a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for class: plane is 68.7 %\n",
      "Accuracy for class: car   is 71.2 %\n",
      "Accuracy for class: bird  is 47.4 %\n",
      "Accuracy for class: cat   is 48.0 %\n",
      "Accuracy for class: deer  is 38.0 %\n",
      "Accuracy for class: dog   is 43.6 %\n",
      "Accuracy for class: frog  is 66.0 %\n",
      "Accuracy for class: horse is 72.3 %\n",
      "Accuracy for class: ship  is 75.1 %\n",
      "Accuracy for class: truck is 66.5 %\n"
     ]
    }
   ],
   "source": [
    "# prepare to count predictions for each class\n",
    "correct_pred = {classname: 0 for classname in classes}\n",
    "total_pred = {classname: 0 for classname in classes}\n",
    "\n",
    "# again no gradients needed\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        images, labels = data\n",
    "        outputs = net(images)\n",
    "        _, predictions = torch.max(outputs, 1)\n",
    "        # collect the correct predictions for each class\n",
    "        for label, prediction in zip(labels, predictions):\n",
    "            if label == prediction:\n",
    "                correct_pred[classes[label]] += 1\n",
    "            total_pred[classes[label]] += 1\n",
    "\n",
    "\n",
    "# print accuracy for each class\n",
    "for classname, correct_count in correct_pred.items():\n",
    "    accuracy = 100 * float(correct_count) / total_pred[classname]\n",
    "    print(f'Accuracy for class: {classname:5s} is {accuracy:.1f} %')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "909e084f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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